pyinstaller无法使用sklearn编译导入的模块

时间:2019-06-21 12:41:45

标签: python python-3.x scikit-learn pyinstaller

我有一个简单的Python脚本,粘贴在下面:

import sklearn
from sklearn.datasets import load_iris
from sklearn.model_selection import train_test_split
from sklearn.neighbors import KNeighborsClassifier
from sklearn import metrics

def get_average(arr):
    return sum(arr) / len(arr)

def get_median(arr):
    arr = sorted(arr)
    listlength = len(arr) 
    num = listlength//2
    if listlength%2==0:
        middlenum = (arr[num]+arr[num-1])/2
    else:
        middlenum = arr[num]
    return middlenum



iris = load_iris()
sklearn.utils.Bunch

# Data
X = iris.data
# Classes
y= iris.target
# Split data
X_train, X_test, y_train, y_test = train_test_split (X,y,test_size = 0.2, random_state = 4)


scores = []
best_k = 0
best_score = 0
for k in range (1,30):
    knn = KNeighborsClassifier(n_neighbors = k)
    knn.fit(X_train, y_train)
    y_pred = knn.predict(X_test)
    score = metrics.accuracy_score(y_test, y_pred)
    if score > best_score:
        best_k = k
    scores.append(score)
    # print(scores)

print("Your scores were: ", scores)
print("The best k value was: ", k)
print("The average score was: ", get_average(scores) * 100)
print("The median score was: ", get_median(scores) * 100)

我正尝试将其编译为没有Python的老板的.exe文件,然后在他的计算机上运行它。在使用gcc和Java使用javac之前,我只编译过C和C ++代码。

我尝试使用pyinstaller模块来编译.exe。但是,当我运行.exe

时遇到以下错误
> Traceback (most recent call last):   File "knn_example_iris.py", line
> 38, in <module>
>     from sklearn.neighbors import KNeighborsClassifier   File "c:\python35-32\lib\site-packages\PyInstaller\loader\pyimod03_importers.py",
> line 627, in exec_module
>     exec(bytecode, module.__dict__)   File "site-packages\sklearn\neighbors\__init__.py", line 6, in <module>  
> File "sklearn\neighbors\dist_metrics.pxd", line 48, in init
> sklearn.neighbors.ball_tree   File
> "sklearn\neighbors\dist_metrics.pyx", line 52, in init
> sklearn.neighbors.dist_metrics ImportError: No module named 'typedefs'
> [12564] Failed to execute script knn_example_iris

我尝试了以下步骤:

  • 升级点(python -m pip install --upgrade pip
  • 每个this post升级setuptools(python -m pip install --upgrade setuptools
  • 重新编译
  • 删除dist,然后重试

我确实制作了另一个示例文件,

print("hello world").py

编译并运行正常。

我也尝试过重新编译文件,并在我第一次错过的编译器中发现了许多WARNING消息。

> temporary directory at C:\Users\J39304\AppData\Local\Temp\tmpoxunow1d
> "C:/Users/jerry/Desktop/knn_example_iris.py" 54322 INFO: PyInstaller:
> 3.4 54322 INFO: Python: 3.5.0 54324 INFO: Platform: Windows-10.0.16299 54331 INFO: wrote
> C:\Users\jerry\AppData\Local\Temp\tmpoxunow1d\knn_example_iris.spec
> 54336 INFO: UPX is not available. 54355 INFO: Extending PYTHONPATH
> with paths ['C:\\Users\\J39304\\Desktop', 
> 'C:\\Users\\jerry\\AppData\\Local\\Temp\\tmpoxunow1d'] 54355 INFO:
> checking Analysis 54356 INFO: Building Analysis because
> Analysis-00.toc is non existent 54356 INFO: Initializing module
> dependency graph... 54359 INFO: Initializing module graph hooks...
> 54362 INFO: Analyzing base_library.zip ... 58531 INFO: running
> Analysis Analysis-00.toc 58760 WARNING: lib not found:
> api-ms-win-crt-stdio-l1-1-0.dll dependency of
> c:\python35-32\python.exe 58976 WARNING: lib not found:
> api-ms-win-crt-heap-l1-1-0.dll dependency of c:\python35-32\python.exe
> 59161 WARNING: lib not found: api-ms-win-crt-math-l1-1-0.dll
> dependency of c:\python35-32\python.exe 59347 WARNING: lib not found:
> api-ms-win-crt-runtime-l1-1-0.dll dependency of
> c:\python35-32\python.exe 59554 WARNING: lib not found:
> api-ms-win-crt-locale-l1-1-0.dll dependency of
> c:\python35-32\python.exe 59745 WARNING: lib not found:
> api-ms-win-crt-stdio-l1-1-0.dll dependency of
> c:\python35-32\VCRUNTIME140.dll 59941 WARNING: lib not found:
> api-ms-win-crt-string-l1-1-0.dll dependency of
> c:\python35-32\VCRUNTIME140.dll 60129 WARNING: lib not found:
> api-ms-win-crt-convert-l1-1-0.dll dependency of
> c:\python35-32\VCRUNTIME140.dll 60316 WARNING: lib not found:
> api-ms-win-crt-heap-l1-1-0.dll dependency of
> c:\python35-32\VCRUNTIME140.dll 60499 WARNING: lib not found:
> api-ms-win-crt-runtime-l1-1-0.dll dependency of
> c:\python35-32\VCRUNTIME140.dll 60702 WARNING: lib not found:
> api-ms-win-crt-process-l1-1-0.dll dependency of
> c:\python35-32\python35.dll 60883 WARNING: lib not found:
> api-ms-win-crt-stdio-l1-1-0.dll dependency of
> c:\python35-32\python35.dll 61074 WARNING: lib not found:
> api-ms-win-crt-string-l1-1-0.dll dependency of
> c:\python35-32\python35.dll 61255 WARNING: lib not found:
> api-ms-win-crt-convert-l1-1-0.dll dependency of
> c:\python35-32\python35.dll 61436 WARNING: lib not found:
> api-ms-win-crt-math-l1-1-0.dll dependency of
> c:\python35-32\python35.dll 61624 WARNING: lib not found:
> api-ms-win-crt-heap-l1-1-0.dll dependency of
> c:\python35-32\python35.dll 61804 WARNING: lib not found:
> api-ms-win-crt-runtime-l1-1-0.dll dependency of
> c:\python35-32\python35.dll 61986 WARNING: lib not found:
> api-ms-win-crt-filesystem-l1-1-0.dll dependency of
> c:\python35-32\python35.dll 62185 WARNING: lib not found:
> api-ms-win-crt-conio-l1-1-0.dll dependency of
> c:\python35-32\python35.dll 62369 WARNING: lib not found:
> api-ms-win-crt-time-l1-1-0.dll dependency of
> c:\python35-32\python35.dll 62547 WARNING: lib not found:
> api-ms-win-crt-locale-l1-1-0.dll dependency of
> c:\python35-32\python35.dll 62734 WARNING: lib not found:
> api-ms-win-crt-environment-l1-1-0.dll dependency of
> c:\python35-32\python35.dll 62741 INFO: Caching module hooks... 62748
> INFO: Analyzing C:\Users\J39304\Desktop\knn_example_iris.py 63449
> INFO: Processing pre-find module path hook   distutils 65132 INFO:
> Processing pre-find module path hook   site 65133 INFO: site:
> retargeting to fake-dir
> 'c:\\python35-32\\lib\\site-packages\\PyInstaller\\fake-modules' 67350
> INFO: Processing pre-safe import module hook  
> setuptools.extern.six.moves 78457 INFO: Loading module hooks... 78457
> INFO: Loading module hook "hook-setuptools.py"...

1 个答案:

答案 0 :(得分:2)

实际上pyinstaller不支持sklearn的导入,请参阅Pyinstaller Supported Packages,经过多次研究,合适的答案似乎是hook,但是我没有花足够的时间来解释它正确地

相反,对我有用的是,手动导入所需的lib /方法,它应该像这样:

编辑

将此添加到导入列表:

import sklearn.neighbors.typedefs

运行pyinstaller yourfile.py

即使有警告和错误消息,也要等到它结束。

然后我们需要在\\dist\\test\\sklearn\\datasets中创建两个目录:

  • data,您需要在其中复制并粘贴iris.csv中的C:\Users\{your_name}\AppData\Local\Programs\Python\Python37-32\Lib\site-packages\sklearn\datasets\data

  • descr,您需要在其中复制并粘贴iris.rst中的C:\Users\{your_name}\AppData\Local\Programs\Python\Python37-32\Lib\site-packages\sklearn\datasets\descr

请注意,这是我的python版本(Python37-32)

希望有帮助